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Scientific Instruments

Distributor Category Manager

Dominant · Avg Search Engine Rank ρ=-0.900

A channel manager evaluating brands as products to sell: differentiation, reliable fulfillment, channel programs, and manufacturers that don't compete with their own distributors.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.
140Domains Tracked
2.4MReddit Posts
22KWikipedia Articles
188KOpen Web Matches
Distributor Category Manager_persona.report
DomainScore
thermofisher.com
178.9
agilent.com
84.0
waters.com
25.3
shimadzu.com
22.9
bruker.com
16.9
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Everything on this page is open: the full signal correlations and every tracked domain. Inside the individual reports, most tables and charts show only the top few results. The complete report unlocks every row, chart, and download for this industry.

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Segment Signals

Signal correlations: Distributor Category Manager

Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern below.

Signalρ (Spearman)nRank Influence
Avg Search Engine Rank-0.90081%5Dominant
Best Search Engine Rank-0.87276.1%5Dominant
SE Outbound Links+0.42718.3%86Dominant
Wikipedia Citations+0.40116.1%76Dominant
Reddit Comments+0.39015.2%88Dominant
Domain PageRank+0.37614.1%122Dominant
Common Crawl+0.37313.9%103Dominant
PageRank History+0.36213.1%123Dominant
Domain Backlinks+0.34111.7%111Dominant
Host Backlinks+0.31710.1%105Dominant
Harmonic Centrality History+0.3149.9%123Dominant
Host PageRank+0.3099.5%123Dominant
Host Harmonic Centrality+0.2888.3%123Strong
Domain Harmonic Centrality+0.2888.3%122Strong
Wikidata+0.2566.6%66Strong
Reddit Posts+0.2054.2%77Strong
Search Engine Appearances-0.1121.2%5Confirmed
Homepage Keywords+0.0560.3%55Emerging
Domains

Tracked domains

The 140 domains behind the "domains tracked" stat for Distributor Category Manager: every domain the LLM recommendation runs surfaced for this persona's queries, ranked by the same influence-weighted recommendation score the LLM Search Visibility report uses. Appearances counts how many times models recommended the domain across all runs. PageRank and Harmonic Centrality are the domain's current 0-100 authority in the Common Crawl web graph; 0 means the domain was not found in the graph. Click a domain name for its full site profile: authority history, backlink counts, and top backlink sources.

DomainLLM ScoreAppearancesPageRankHarmonic Centrality
thermofisher.com178.91304696
agilent.com84.01303796
waters.com25.31093095
shimadzu.com22.91102896
bruker.com16.91093696
perkinelmer.com15.41183196
sartorius.com7.4443196
bio-rad.com6.7593396
eppendorf.com6.6673095
mettler-toledo.com5.529093
heidolph-instruments.com4.011394
anton-paar.com3.8322995
leica-microsystems.com3.6172996
horiba.com3.5663195
danaher.com2.9233095
eldico-scientific.com2.31795
vwr.com2.172695
merckmillipore.com1.9152695
mt.com1.8133396
benchmarkscientific.com1.621295
brandtech.com1.42995
malvernpanalytical.com1.3182995
sciex.com1.362595
metrohm.com1.2162796
zeiss.com1.2114396
hach.com1.2142696
keysight.com1.124096
brukersupport.com1.06394
illumina.com0.963696
merckgroup.com0.883796
dksh.com0.812395
oxinst.com0.883196
thorlabs.com0.712795
buchi.com0.752095
evidentscientific.com0.633096
mettlertoledo.com0.62094
metter-toledo.com0.5500
ika.com0.512195
biotek.com0.411795
analis.com0.41494
brucker.com0.4800
thermo.com0.411995
heathrowscientific.com0.41595
analytik-jena.com0.381995
hamamatsu.com0.322896
beckman.com0.3102695
liquidinstruments.com0.321395
heidolph.com0.311795
newport.com0.322596
avantor.com0.31093
carolinascientific.com0.31093
revvity.com0.213395
teinstruments.com0.21794
brukeer.com0.21095
teledyne.com0.232495
lsinstruments.ch0.212095
milliporesigma.com0.23695
daihan.com0.21194
moleculardevices.com0.122596
reveresensors.com0.1100
leicabiosystems.com0.162395
bwbtechnologies.com0.1100
agreementstru.com0.1100
ohaus.com0.112695
integra-biosciences.com0.111995
spectek.com0.11495
porvair-sciences.com0.11394
xinyiwm.com0.1100
constantsystems.com0.11395
olympus-lifescience.com0.132395
sequencebiotech.com0.11094
metheler-toledo.com0.1100
xylemanalytics.com0.131695
nikon.com0.124096
met-toledo.com0.1100
axonia.com0.11093
spectris.com0.111795
eiscoindustrial.com0.11194
malvern.com0.131495
oxford-instruments.com0.121695
eteamz.com0.122696
4esusa.com0.11093
ekgroup.com0.11395
brukerbiospin.com0.11095
andor.oxinst.com0.1100
metlertoledo.com0.0300
brimrose.com0.01695
brimicrosystems.com0.0100
ni.com0.014396
jeol.com0.022096
stahli.com0.01494
eckertziegler.com0.0100
globescientific.com0.01995
emerson.com0.024396
honeywell.com0.014897
metler-toledo.com0.01093
attogene.com0.01695
corning.com0.013596
xylem.com0.013595
solar.by0.01194
wpiinc.com0.011595
fossanalytics.com0.011995
eckert-zeigler.com0.0100
analytikjena.com0.02093
brookhaveninstruments.com0.01595
brinkmann.com0.01395
shimedzu.com0.01095
keithley.com0.011195
bellinghamandlee.com0.0100
avantikabio.com0.0100
ralphlauren.com0.013796
leicamicrosystems.com0.01395
watlow.com0.011695
tecan.com0.012195
qia.com0.0100
neo.science0.01093
midsci.com0.01895
labcorp.com0.013796
hiden.co.uk0.01094
fishersci.com0.012996
shoimashokugyo.co.jp0.0100
eidgenossenschaft-medtech.ch0.0100
beckmancoulter.com0.012595
hplc-science.com0.0100
molnargenomics.com0.0100
molbase.com0.011495
zuker.com0.01094
watersensors.com0.01093
waterrss.com0.0100
hplcchromatography.com0.01093
cytiva.com0.011495
varian.com0.012695
promega.com0.012796
lexingtoninstruments.com0.0100
elementar.com0.011795
waterequipment.com0.01092
taylor-scientific.com0.0100
ostec.com0.01093
coherent.com0.012795
analytik-jena.de0.012595
Report Types

Explore reports

LLM vs Fanout vs AI Search vs Organic

Pick a model per channel and compare recommendation patterns across LLM, fanout, AI Search, and organic results side by side.

LLM Search Visibility

How this industry performs across the large language models sampled in this report.

LLM Search+Fanout Visibility

The same LLM recommendation ranking, scoped to just the web-search-augmented (fanout) runs.

LLM Fanout Queries

The exact web searches each LLM ran while answering this segment's questions, with overlap across models.

AI Search Visibility

AI-powered search surfaces sit between traditional search and pure LLM chat.

Organic Search Visibility

Backlink authority and on-page signals that drive traditional organic visibility.

Bing Search Advertisers

Top and bottom advertisers on Bing (Google has no ads in this data), ranked by rank-weighted score.

Organic Search: Suggested Terms

Suggested search terms from Google and Bing, ranked by rank-weighted score.

Forum Search

Domains appearing in Google forum results for this segment's queries, by rank-weighted score and appearances.

News Search

Domains appearing in Google news results for this segment's queries, by rank-weighted score and appearances.

Video Search

Domains appearing in Google video results for this segment's queries, by rank-weighted score and appearances.

Short Video Search

Domains appearing in Google short-video results for this segment's queries, by rank-weighted score and appearances.

Top Wikipedia Pages

The Wikipedia articles where this segment's topics and brands appear, plus articles with zero brand presence.

Knowledge Graph Entities

The Wikidata entities matching this segment's topics and brands, and which brands have no entity at all.

Top Subreddits

The communities where this segment's topics and brands get discussed, ranked by submissions and comments.

Reddit Activity Trends

Monthly Reddit activity for this segment's topics and brands, from 2005 through mid-2026.

Top Domains on Reddit

The websites Reddit links to and mentions alongside this segment's topics, in comments and submissions.

Open Web Presence

Domains appearing together with this segment's topics across billions of crawled web pages.

Top Backlink Sources

The websites linking to the most tracked domains in this segment, from the web link graph.

Content Phrases

Top phrases LLMs associate with this industry or persona, ranked by recommendation strength.

Persona SEO Keywords

Top SEO keyword terms LLMs associate with this persona, ranked by recommendation strength.

Base Terms

Foundational search terms LLMs associate with this persona, ranked by recommendation strength.

UGC Questions & FAQs

Questions people are asking, mined from forum, news, and video result titles, with the URLs each question appears on.

Research: Award Submissions

Domains ranking for this persona's award submissions queries.

Research: Blogs, Publishers, Newsletters

Domains ranking for this persona's blogs, publishers, newsletters queries.

Research: Certifications

Domains ranking for this persona's certifications queries.

Research: Conferences, Trade Shows

Domains ranking for this persona's conferences, trade shows queries.

Research: Courses, Training

Domains ranking for this persona's courses, training queries.

Research: Donors, Sponsors, Partnerships

Domains ranking for this persona's donors, sponsors, partnerships queries.

Research: Experts

Domains ranking for this persona's experts queries.

Research: Forums, Message Boards

Domains ranking for this persona's forums, message boards queries.

Research: Glossaries

Domains ranking for this persona's glossaries queries.

Research: Guest Posts

Domains ranking for this persona's guest posts queries.

Research: Guides, Best Practices

Domains ranking for this persona's guides, best practices queries.

Research: Link Directories

Domains ranking for this persona's link directories queries.

Research: Non-profits

Domains ranking for this persona's non-profits queries.

Research: Podcast Guests

Domains ranking for this persona's podcast guests queries.

Research: Professional Orgs

Domains ranking for this persona's professional orgs queries.

Research: Reports, Stats, Research

Domains ranking for this persona's reports, stats, research queries.

Research: Speaker Proposals

Domains ranking for this persona's speaker proposals queries.

Research: Suggested Links

Domains ranking for this persona's suggested links queries.

Research: Tools

Domains ranking for this persona's tools queries.

Research: Top, Best Companies

Domains ranking for this persona's top, best companies queries.

Research: Trade Journals

Domains ranking for this persona's trade journals queries.